{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 用scikit-learn进行LDA降维"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "from sklearn.datasets import make_classification\n",
    "X, y = make_classification(n_samples=1000, n_features=3, n_redundant=0, n_classes=3, n_informative=2,\n",
    "                           n_clusters_per_class=1, class_sep =0.5, random_state =10)\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=30, azim=20)\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2],marker='o',c=y)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7ff7d958d198>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "pca.fit(X)\n",
    "print(pca.explained_variance_ratio_)\n",
    "print(pca.explained_variance_)\n",
    "X_new = pca.transform(X)\n",
    "plt.scatter(X_new[:, 0], X_new[:, 1],marker='o',c=y)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[0.43377069 0.3716351 ]\n",
      "[1.21083449 1.0373882 ]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "lda = LinearDiscriminantAnalysis(n_components=2)\n",
    "lda.fit(X,y)\n",
    "X_new = lda.transform(X)\n",
    "plt.scatter(X_new[:, 0], X_new[:, 1],marker='o',c=y)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.6.8 64-bit ('base': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "interpreter": {
   "hash": "1fef96a86254b5b64b7294805a674893d583399788ea545149c5bfbe00efcc65"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}